Robust and Resilient Distributed MPC for Cyber-Physical Systems Against DoS Attacks

稳健性(进化) 服务拒绝攻击 计算机科学 分布式计算 模型预测控制 约束(计算机辅助设计) 多智能体系统 信息物理系统 控制理论(社会学) 控制(管理) 工程类 机械工程 生物化学 化学 互联网 人工智能 万维网 基因 操作系统
作者
Yufan Dai,Manyun Li,Kunwu Zhang,Yang Shi
标识
DOI:10.1109/ticps.2023.3283229
摘要

In this paper, considering the ubiquitously existing cyber attacks in cyber-physical systems (CPSs), we present a robust and resilient distributed model predictive control (MPC) strategy for CPSs with multi-agent architecture under denial-of-service (DoS) attacks to achieve the goal of cooperative regulation with all agents' states being regulated to their equilibrium. Each agent in the CPSs is subject to external disturbances, and the communication channels among agents might be affected by randomly occurring DoS attacks. To tackle these issues, firstly, a novel robustness constraint is designed to handle the uncertainties in the MPC algorithm. By adding this constraint, the state of the nominal system can be confined in a shrinking and tighter range compared to the classical MPC approach, thus resulting in enhanced robustness against uncertainties. Furthermore, a lengthened sequence transmission strategy is proposed to mitigate the effect of the lack of information in the communication channels induced by DoS attacks. At each time instant, the controller of each agent utilizes the predicted state information to compensate for the transmission block-out from one agent to another. Moreover, recursive feasibility for the control framework and the closed-loop stability for the overall system are guaranteed by theoretical analysis. Finally, simulation and comparison studies demonstrate the effectiveness of the proposed robust and resilient distributed MPC strategy.
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